The present invention is a method of processing a video image in an electronic video processor including the steps of receiving an input image having an input field of view, generating a processed image from the input image, and having an output field of view smaller than the input field of view, searching for a predetermined pattern within the input image, providing an indication when the predetermined pattern is found in the input image, and zooming the processed image to the input field of view and highlighting the predetermined pattern in the processed image in response to the indication.
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1. A method of processing a video image in an electronic video processor for a visual prosthesis comprising:
providing a visual prosthesis including an electronic video processor and an implantable neural stimulator including an array of electrodes adapted to stimulate visual neurons;
receiving an input image having an input field of view;
generating a processed image from the input image, having an output field of view smaller than the input field of view, the output field of view defined by the field of view of visual neurons stimulated by the array of electrodes;
searching for a predetermined pattern within the input image; and
providing a cue to a user when the predetermined pattern is found in the input image.
2. The method according to
5. The method according to
6. The method according to
7. The method according to
8. The method according to
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This application is a divisional application of U.S. patent application Ser. No. 15/357,880, filed Nov. 21, 2016, for Detection and Location Indication for a Visual Prosthesis, now U.S. Pat. No. 9,842,248, which is a divisional application of U.S. patent application Ser. No. 14/825,043, filed Aug. 12, 2015, for Pattern Detection and Location Indication for a Visual Prosthesis, now U.S. Pat. No. 9,526,896, which claims priority to, benefit of, and incorporates by reference, U.S. Provisional Application 62/036,463, filed Aug. 12, 2014 for Visual Prosthesis.
The present invention is generally directed to an improved method of processing an image.
Detection and Tacking of Faces in Real Environments by R. Helpers et. al. from International Workshop on Recognition, Analysis and Tracking of Faces and Gestures in Real-Time Systems, 1999, IEEE Proceedings describes basics of facial detection and recognition software for general applications.
Xuming He presented an ARVO poster in 2011 describing a system for a visual prosthesis that automatically zooms in on a face in a visual scene to help a visual prosthesis user identify the face.
US Patent Application 20080058894 for Audio-tactile Vision Substitution System to Dewhurst describes providing visual information to a vision impaired person using audio or tactile information including information regarding facial characteristics.
International patent application WO 20010384465 for Object Tracking for Artificial Vision by Barns et al. describes a system for tracking objects, such as a face for a visually impaired user.
US Patent application 20130035742 for Face Detection Tracking and Recognition for a Visual Prosthesis, the disclosure of which is incorporated herein by reference, is by the present applicants and describes a system for identifying a face and indicating is location to the user of a visual prosthesis.
The present invention is a method of processing a video image in an electronic video processor including the steps of receiving an input image having an input field of view, generating a processed image from the input image, and having an output field of view smaller than the input field of view, searching for a predetermined pattern within the input image, providing an indication when the predetermined pattern is found in the input image, and zooming the processed image to the input field of view and highlighting the predetermined pattern in the processed image in response to the indication.
The following description is of the best mode presently contemplated for carrying out the invention. This description is not to be taken in a limiting sense, but is made merely for the purpose of describing the general principles of the invention. The scope of the invention should be determined with reference to the claims.
An aspect of the invention is a method of aiding a visual prosthesis subject including detecting a face in the subject's visual scene and communicating the location of the detected face including zooming out to show the location of the detected face through a highlight; and providing cues to the subject regarding a detected face. The cue may include sound, vibration, stating a name associated with the detected face, highlighting the detected face, zooming in on the detected face, or tactile feedback. The method may further include looking up the detected face in a look up table to provide a name associated with the detected face. The cue may further include an indication of if the face is looking toward the subject, to the side or looking away. A further aspect of the invention is including information about a facial characteristic in the cue. Facial characteristics may include gender, size, distance, head movement, or other body motion. All of these characteristics are controllable by the subject through controls on the video processing unit worn on the body.
Referring to
It is not necessary to zoom the subject's view to detect and identify such patterns. In this example, the camera views 53 degrees while only 20 degrees is presented to the subjection through an electrode array. Software can be constantly scanning the 53 degree image and notifying the user when a pattern of interest is detected in the scene. When a pattern of interest is detected, the system can zoom out and cue a user, or cue a user and wait for the user to zoom out manually. It is important to not change the field of view without the user's knowledge.
This function can be further combined with recognition functions such as looking up the a detected face and speaking the name associated with the face. Alternatively the system can describe characteristics of the face.
Referring to
Referring to
While described in terms of face detection, the present invention, in particular as it applies to wide field of view is also applicable to wide range of other uses, such as hazard detection. Any item that can be detected by the visual prosthesis camera and image processing software can be readily identified with the present invention. As another example, when combined with an infrared camera, heat sources can be identified.
The following table shows face detection response times in a clinical trial
Patient
Wide FOV
Normal FOV
ID
(53 deg.)
(20 deg.)
1
38 ± 4
53 ± 12
2
20 ± 2
42 ± 5
3
5 ± 1
11 ± 3
4
12 ± 2
22 ± 4
The times are in seconds based on 10 trials for each subject after 10 practice trials. Another trial was conducted with and without a target (target turned away not showing their face.
Patient ID
Mean Response Time
1
5.2 ± .9
2
6.4 ± .7
Referring to
Referring to
Referring to
Referring to
The electronics package 14 is electrically coupled to a secondary inductive coil 16. Preferably the secondary inductive coil 16 is made from wound wire. Alternatively, the secondary inductive coil 16 may be made from a flexible circuit polymer sandwich with wire traces deposited between layers of flexible circuit polymer. The secondary inductive coil receives power and data from a primary inductive coil 17, which is external to the body. The electronics package 14 and secondary inductive coil 16 are held together by the molded body 18. The molded body 18 holds the electronics package 14 and secondary inductive coil 16 end to end. The secondary inductive coil 16 is placed around the electronics package 14 in the molded body 18. The molded body 18 holds the secondary inductive coil 16 and electronics package 14 in the end to end orientation and minimizes the thickness or height above the sclera of the entire device. The molded body 18 may also include suture tabs 20. The molded body 18 narrows to form a strap 22 which surrounds the sclera and holds the molded body 18, secondary inductive coil 16, and electronics package 14 in place. The molded body 18, suture tabs 20 and strap 22 are preferably an integrated unit made of silicone elastomer. Silicone elastomer can be formed in a pre-curved shape to match the curvature of a typical sclera. However, silicone remains flexible enough to accommodate implantation and to adapt to variations in the curvature of an individual sclera. The secondary inductive coil 16 and molded body 18 are preferably oval shaped. A strap 22 can better support an oval shaped coil. It should be noted that the entire implant is attached to and supported by the sclera. An eye moves constantly. The eye moves to scan a scene and also has a jitter motion to improve acuity. Even though such motion is useless in the blind, it often continues long after a person has lost their sight. By placing the device under the rectus muscles with the electronics package in an area of fatty tissue between the rectus muscles, eye motion does not cause any flexing which might fatigue, and eventually damage, the device.
Referring to
The Fitting System may comprise custom software with a graphical user interface (GUI) running on a dedicated laptop computer (10). Within the Fitting System are modules for performing diagnostic checks of the implant, loading and executing video configuration files, viewing electrode voltage waveforms, and aiding in conducting psychophysical experiments. A video module can be used to download a video configuration file to a Video Processing Unit (VPU) (20) and store it in non-volatile memory to control various aspects of video configuration, e.g. the spatial relationship between the video input and the electrodes. The software can also load a previously used video configuration file from the VPU (20) for adjustment.
The Fitting System can be connected to the Psychophysical Test System (PTS), located for example on a dedicated laptop (30), in order to run psychophysical experiments. In psychophysics mode, the Fitting System enables individual electrode control, permitting clinicians to construct test stimuli with control over current amplitude, pulse-width, and frequency of the stimulation. In addition, the psychophysics module allows the clinician to record subject responses. The PTS may include a collection of standard psychophysics experiments developed using for example MATLAB (MathWorks) software and other tools to allow the clinicians to develop customized psychophysics experiment scripts.
Any time stimulation is sent to the VPU (20), the stimulation parameters are checked to ensure that maximum charge per phase limits, charge balance, and power limitations are met before the test stimuli are sent to the VPU (20) to make certain that stimulation is safe.
Using the psychophysics module, important perceptual parameters such as perceptual threshold, maximum comfort level, and spatial location of percepts may be reliably measured.
Based on these perceptual parameters, the fitting software enables custom configuration of the transformation between video image and spatio-temporal electrode stimulation parameters in an effort to optimize the effectiveness of the visual prosthesis for each subject.
The Fitting System laptop (10) is connected to the VPU (20) using an optically isolated serial connection adapter (40). Because it is optically isolated, the serial connection adapter (40) assures that no electric leakage current can flow from the Fitting System laptop (10).
As shown in
The external components of the Fitting System according to the present disclosure may be configured as follows. The battery (25) is connected with the VPU (20). The PTS Laptop (30) is connected to FS Laptop (10) using the CFS-PTS Cable (46). The PTS Laptop (30) and FS Laptop (10) are plugged into the Isolation Transformer (not shown) using the Adapter Cables (not shown). The Isolation Transformer is plugged into the wall outlet. The four (4) Port USB Hub (47) is connected to the FS laptop (10) at the USB port. The mouse (60) and the two Patient Input Devices (50) and (55) are connected to four (4) Port USB Hubs (47). The FS laptop (10) is connected to the Communication Adapter (CA) (40) using the CFS-CA Cable (45). The CA (40) is connected to the VPU (20) using the CA-VPU Cable (70). The Glasses (5) are connected to the VPU (20) using the Glasses Cable (15).
Stand-Alone Mode
Referring to
Communication Mode
The communication mode may be used for diagnostic testing, psychophysical testing, patient fitting and downloading of stimulation settings to the VPU 20 before transmitting data from the VPU 20 to the retinal stimulation system as is done for example in the stand-alone mode described above. Referring to
In one embodiment, the functionality of the retinal stimulation system can also be tested pre-operatively and intra-operatively (i.e. before operation and during operation) by using an external coil 17, without the glasses 5, placed in close proximity to the retinal stimulation system. The coil 17 may communicate the status of the retinal stimulation system to the VPU 20 that is connected to the Fitting System laptop 21 as shown in
As discussed above, the VPU 20 processes the image from the camera 13 and transforms the image into electrical stimulation patterns for the retinal stimulation system. Filters such as edge detection filters may be applied to the electrical stimulation patterns for example by the VPU 20 to generate, for example, a stimulation pattern based on filtered video data that the VPU 20 turns into stimulation data for the retinal stimulation system. The images may then be reduced in resolution using a downscaling filter. In one exemplary embodiment, the resolution of the image may be reduced to match the number of electrodes in the electrode array 10 of the retinal stimulation system. That is, if the electrode array has, for example, sixty electrodes, the image may be reduced to a sixty channel resolution. After the reduction in resolution, the image is mapped to stimulation intensity using for example a look-up table that has been derived from testing of individual subjects. Then, the VPU 20 transmits the stimulation parameters via forward telemetry to the retinal stimulation system in frames that may employ a cyclic redundancy check (CRC) error detection scheme.
In one exemplary embodiment, the VPU 20 may be configured to allow the subject/patient i) to turn the visual prosthesis apparatus on and off, ii) to manually adjust settings, and iii) to provide power and data to the retinal stimulation system. Referring again to
In one embodiment, the indicator lights may indicate that the VPU 20 is going through system start-up diagnostic testing when the one or more indicator lights are blinking fast (more then once per second) and are green in color. The indicator lights may indicate that the VPU 20 is operating normally when the one or more indicator lights are blinking once per second and are green in color. The indicator lights may indicate that the retinal stimulation system has a problem that was detected by the VPU 20 at start-up diagnostic when the one or more indicator lights are blinking for example once per five second and are green in color. The indicator lights may indicate that there is a loss of communication between the retinal stimulation system and the external coil 17 due to the movement or removal of Glasses 5 while the system is operational or if the VPU 20 detects a problem with the retinal stimulation system and shuts off power to the retinal stimulation system when the one or more indicator lights are always on and are orange color. One skilled in the art would appreciate that other colors and blinking patterns can be used to give visual indication of operating status of the system without departing from the spirit and scope of the invention.
In one embodiment, a single short beep from the speaker (not shown) may be used to indicate that one of the buttons 6 have been pressed. A single beep followed by two more beeps from the speaker (not shown) may be used to indicate that VPU 20 is turned off. Two beeps from the speaker (not shown) may be used to indicate that VPU 20 is starting up. Three beeps from the speaker (not shown) may be used to indicate that an error has occurred and the VPU 20 is about to shut down automatically. As would be clear to one skilled in the art, different periodic beeping may also be used to indicate a low battery voltage warning, that there is a problem with the video signal, and/or there is a loss of communication between the retinal stimulation system and the external coil 17. One skilled in the art would appreciate that other sounds can be used to give audio indication of operating status of the system without departing from the spirit and scope of the invention. For example, the beeps may be replaced by an actual prerecorded voice indicating operating status of the system.
In one exemplary embodiment, the VPU 20 is in constant communication with the retinal stimulation system through forward and backward telemetry. In this document, the forward telemetry refers to transmission from VPU 20 to the retinal stimulation system and the backward telemetry refers to transmissions from the Retinal stimulation system to the VPU 20. During the initial setup, the VPU 20 may transmit null frames (containing no stimulation information) until the VPU 20 synchronizes with the Retinal stimulation system via the back telemetry. In one embodiment, an audio alarm may be used to indicate whenever the synchronization has been lost.
In order to supply power and data to the Retinal stimulation system, the VPU 20 may drive the external coil 17, for example, with a 3 MHz signal. To protect the subject, the retinal stimulation system may comprise a failure detection circuit to detect direct current leakage and to notify the VPU 20 through back telemetry so that the visual prosthesis apparatus can be shut down.
The forward telemetry data (transmitted for example at 122.76 kHz) may be modulated onto the exemplary 3 MHz carrier using Amplitude Shift Keying (ASK), while the back telemetry data (transmitted for example at 3.8 kHz) may be modulated using Frequency Shift Keying (FSK) with, for example, 442 kHz and 457 kHz. The theoretical bit error rates can be calculated for both the ASK and FSK scheme assuming a ratio of signal to noise (SNR). The system disclosed in the present disclosure can be reasonably expected to see bit error rates of 10-5 on forward telemetry and 10-3 on back telemetry. These errors may be caught more than 99.998% of the time by both an ASIC hardware telemetry error detection algorithm and the VPU's firmware. For the forward telemetry, this is due to the fact that a 16-bit cyclic redundancy check (CRC) is calculated for every 1024 bits sent to the ASIC within electronics package 14 of the Retinal Stimulation System. The ASIC of the Retinal Stimulation System verifies this CRC and handles corrupt data by entering a non-stimulating ‘safe’ state and reporting that a telemetry error was detected to the VPU 20 via back telemetry. During the ‘safe’ mode, the VPU 20 may attempt to return the implant to an operating state. This recovery may be on the order of milliseconds. The back telemetry words are checked for a 16-bit header and a single parity bit. For further protection against corrupt data being misread, the back telemetry is only checked for header and parity if it is recognized as properly encoded Bi-phase Mark Encoded (BPM) data. If the VPU 20 detects invalid back telemetry data, the VPU 20 immediately changes mode to a ‘safe’ mode where the Retinal Stimulation System is reset and the VPU 20 only sends non-stimulating data frames. Back telemetry errors cannot cause the VPU 20 to do anything that would be unsafe.
The response to errors detected in data transmitted by VPU 20 may begin at the ASIC of the Retinal Stimulation System. The Retinal Stimulation System may be constantly checking the headers and CRCs of incoming data frames. If either the header or CRC check fails, the ASIC of the Retinal Stimulation System may enter a mode called LOSS OF SYNC 950, shown in
In addition, the VPU 20 may also take action when notified of the LOSS OF SYNC mode 950. As soon as the Retinal Stimulation System enters the LOSS OF SYNC mode 950, the Retinal Stimulation System reports this fact to the VPU 20 through back telemetry. When the VPU 20 detects that the Retinal Stimulation System is in LOSS OF SYNC mode 950, the VPU 20 may start to send ‘safe’ data frames to the Retinal Stimulation System. ‘Safe’ data is data in which no stimulation output is programmed and the power to the stimulation drivers is also programmed to be off. The VPU 20 will not send data frames to the Retinal Stimulation System with stimulation commands until the VPU 20 first receives back telemetry from the Retinal Stimulation System indicating that the Retinal Stimulation System has exited the LOSS OF SYNC mode 950. After several unsuccessful retries by the VPU 20 to take the implant out of LOSS OF SYNC mode 950, the VPU 20 will enter a Low Power Mode (described below) in which the implant is only powered for a very short time. In this time, the VPU 20 checks the status of the implant. If the implant continues to report a LOSS OF SYNC mode 950, the VPU 20 turns power off to the Retinal Stimulation System and tries again later. Since there is no possibility of the implant electronics causing damage when it is not powered, this mode is considered very safe.
Due to an unwanted electromagnetic interference (EMI) or electrostatic discharge (ESD) event the VPU 20 data, specifically the VPU firmware code, in RAM can potentially get corrupted and may cause the VPU 20 firmware to freeze. As a result, the VPU 20 firmware will stop resetting the hardware watchdog circuit, which may cause the system to reset. This will cause the watchdog timer to expire causing a system reset in, for example, less than 2.25 seconds. Upon recovering from the reset, the VPU 20 firmware logs the event and shuts itself down. VPU 20 will not allow system usage after this occurs once. This prevents the VPU 20 code from freezing for extended periods of time and hence reduces the probability of the VPU sending invalid data frames to the implant.
Supplying power to the Retinal stimulation system can be a significant portion of the VPU 20's total power consumption. When the Retinal stimulation system is not within receiving range to receive either power or data from the VPU 20, the power used by the VPU 20 is wasted.
Power delivered to the Retinal stimulation system may be dependent on the orientation of the coils 17 and 16. The power delivered to the Retinal stimulation system may be controlled, for example, via the VPU 20 every 16.6 ms. The Retinal stimulation system may report how much power it receives and the VPU 20 may adjust the power supply voltage of the RF driver to maintain a required power level on the Retinal stimulation system. Two types of power loss may occur: 1) long term (>˜1 second) and 2) short term (<˜1 second). The long term power loss may be caused, for example, by a subject removing the Glasses 5.
In one exemplary embodiment, the Low Power Mode may be implemented to save power for VPU 20. The Low Power Mode may be entered, for example, anytime the VPU 20 does not receive back telemetry from the Retinal stimulation system. Upon entry to the Low Power Mode, the VPU 20 turns off power to the Retinal stimulation system. After that, and periodically, the VPU 20 turns power back on to the Retinal stimulation system for an amount of time just long enough for the presence of the Retinal stimulation system to be recognized via its back telemetry. If the Retinal stimulation system is not immediately recognized, the controller again shuts off power to the Retinal stimulation system. In this way, the controller ‘polls’ for the passive Retinal stimulation system and a significant reduction in power used is seen when the Retinal stimulation system is too far away from its controller device.
In another exemplary embodiment, the Low Power Mode may be entered whenever the subject is not wearing the Glasses 5. In one example, the Glasses 5 may contain a capacitive touch sensor (not shown) to provide the VPU 20 digital information regarding whether or not the Glasses 5 are being worn by the subject. In this example, the Low Power Mode may be entered whenever the capacitive touch sensor detects that the subject is not wearing the Glasses 5. That is, if the subject removes the Glasses 5, the VPU 20 will shut off power to the external coil 17. As soon as the Glasses 5 are put back on, the VPU 20 will resume powering the external coil 17.
One exemplary embodiment of the VPU 20 is shown in
The Power Supply, Distribution and Monitoring Circuit (PSDM) 1005 may regulate a variable battery voltage to several stable voltages that apply to components of the VPU 20. The Power Supply, Distribution and Monitoring Circuit (PSDM) 1005 may also provide low battery monitoring and depleted battery system cutoff. The Reset Circuit 1010 may have reset inputs 1011 that are able to invoke system level rest. For example, the reset inputs 1011 may be from a manual push-button reset, a watchdog timer expiration, and/or firmware based shutdown. The System Main Clock (SMC) source is a clock source for DSP 1020 and CPLD. The Video Preprocessor Clock (VPC) source is a clock source for the Video Processor. The DSP 1020 may act as the central processing unit of the VPU 20. The DSP 1020 may communicate with the rest of the components of the VPU 20 through parallel and serial interfaces. The Video Processor 1075 may convert the NTSC signal from the camera 13 into a down-scaled resolution digital image format. The Video Processor 1075 may comprise a video decoder (not shown) for converting the NTSC signal into high-resolution digitized image and a video scaler (not shown) for scaling down the high-resolution digitized image from the video decoder to an intermediate digitized image resolution. The video decoder may be composed of an Analog Input Processing, Chrominance and Luminance Processing and Brightness Contrast and Saturation (BSC) Control circuits. The video scaler may be composed of Acquisition control, Pre-scaler, BSC-control, Line Buffer and Output Interface. The I2C Protocol Controller 1030 may serve as a link between the DSP 1020 and the I2C bus. The I2C Protocol Controller 1030 may be able to convert the parallel bus interface of the DSP 1020 to the I2C protocol bus or vice versa. The I2C Protocol Controller 1030 may also be connected to the Video Processor 1075 and the Real Time Clock 1060. The VPDI 1025 may contain a tri-state machine to shift video data from Video Preprocessor 1075 to the DSP 1020. The Forward Telemetry Controller (FTC) 1035 packs 1024 bits of forward telemetry data into a forward telemetry frame. The FTC 1035 retrieves the forward telemetry data from the DSP 1020 and converts the data from logic level to biphase marked data. The Back Telemetry Controller (BTC) 1040 retrieves the biphase marked data from the RF receiver 1065, decodes it, and generates the BFSR, BCLKR and BDR for the DSP 1020. The Input/Output Ports 1045 provide expanded IO functions to access the CPLD on-chip and off-chip devices. The Parallel Flash Memory (PFM) 1050 may be used to store executable code and the Serial Flash Memory (SFM) 1055 may provide Serial Port Interface (SPI) for data storage. The VIMC may be used to sample and monitor RF transmitter 1070 current and voltage in order to monitor the integrity status of the retinal stimulation system.
Accordingly, what has been shown is an improved visual prosthesis. While the invention has been described by means of specific embodiments and applications thereof, it is understood that numerous modifications and variations could be made thereto by those skilled in the art without departing from the spirit and scope of the invention. It is therefore to be understood that within the scope of the claims, the invention may be practiced otherwise than as specifically described herein.
Roy, Arup, Greenberg, Robert, Caspi, Avraham, Merlini, Francesco
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